{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 计算机视觉"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 分析远程图像"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{\"categories\": [{\"name\": \"building_\", \"score\": 0.34375, \"detail\": {\"landmarks\": []}}, {\"name\": \"outdoor_\", \"score\": 0.01171875, \"detail\": {\"landmarks\": []}}, {\"name\": \"outdoor_city\", \"score\": 0.33203125, \"detail\": {\"landmarks\": []}}], \"color\": {\"dominantColorForeground\": \"Black\", \"dominantColorBackground\": \"Black\", \"dominantColors\": [\"Black\", \"Blue\"], \"accentColor\": \"1574B6\", \"isBwImg\": false, \"isBWImg\": false}, \"description\": {\"tags\": [\"outdoor\", \"water\", \"city\", \"building\", \"light\", \"lit\", \"large\", \"view\", \"night\", \"boat\", \"river\", \"clock\", \"sunset\", \"tower\", \"track\", \"ocean\"], \"captions\": [{\"text\": \"a view of a city at night\", \"confidence\": 0.9428307029255107}]}, \"requestId\": \"bd985e66-8716-48c6-a25e-09a219840e5d\", \"metadata\": {\"height\": 533, \"width\": 800, \"format\": \"Jpeg\"}}\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 所需模块\n",
    "import requests\n",
    "%matplotlib inline\n",
    "import matplotlib.pyplot as plt\n",
    "import json\n",
    "from PIL import Image\n",
    "from io import BytesIO\n",
    "\n",
    "# 输入终结点\n",
    "endpoint = \"https://computer-vision-xyr.cognitiveservices.azure.com/\"\n",
    "# 输入密钥\n",
    "subscription_key = \"affceb640b2c4f66b9297157fb9cbf1c\"\n",
    "\n",
    "analyze_url = endpoint+ \"vision/v2.1/analyze\"\n",
    "# 输入图片url\n",
    "image_url = \"https://timgsa.baidu.com/timg?image&quality=80&size=b9999_10000&sec=1603553931773&di=8a8ae6e244d7dc636b26c9faef73cfba&imgtype=0&src=http%3A%2F%2Fdpic.tiankong.com%2F25%2Ffc%2FQJ9124942619.jpg\"\n",
    "headers = {'Ocp-Apim-Subscription-Key': subscription_key}\n",
    "# 参数\n",
    "params = {'visualFeatures': 'Categories,Description,Color'}\n",
    "# 请求主体bodyk\n",
    "data = {'url': image_url}\n",
    "response = requests.post(analyze_url, headers=headers,params=params, json=data)\n",
    "response.raise_for_status()\n",
    "\n",
    "analysis = response.json()\n",
    "print(json.dumps(response.json()))\n",
    "image_caption = analysis[\"description\"][\"captions\"][0][\"text\"].capitalize()\n",
    "\n",
    "# Display the image and overlay it with the caption.\n",
    "image = Image.open(BytesIO(requests.get(image_url).content))\n",
    "plt.imshow(image)\n",
    "plt.axis(\"off\")\n",
    "_ = plt.title(image_caption, size=\"x-large\", y=-0.1)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 分析本地图片"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'categories': [{'name': 'others_', 'score': 0.00390625}, {'name': 'outdoor_', 'score': 0.08203125, 'detail': {'landmarks': []}}, {'name': 'text_sign', 'score': 0.1953125}], 'color': {'dominantColorForeground': 'Blue', 'dominantColorBackground': 'Green', 'dominantColors': ['Green', 'Blue'], 'accentColor': '054DC6', 'isBwImg': False, 'isBWImg': False}, 'description': {'tags': ['mountain', 'tree', 'outdoor', 'grass', 'nature'], 'captions': [{'text': 'a group of buildings on a hill', 'confidence': 0.37989935278892517}]}, 'requestId': '2d6ddae8-a787-426e-8a23-f310170b441f', 'metadata': {'height': 361, 'width': 500, 'format': 'Png'}}\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import os\n",
    "import sys\n",
    "import requests\n",
    "import matplotlib.pyplot as plt      #调用所需要的模块\n",
    "from PIL import Image\n",
    "from io import BytesIO\n",
    "\n",
    "analyze_url = \"https://computer-vision-xyr.cognitiveservices.azure.com/\" + \"vision/v3.1/analyze\"\n",
    "image_path = \"/Users/86134/Desktop/api图片.jpg\"      # 分析的图片路径\n",
    "\n",
    "image_data = open(image_path, \"rb\").read()\n",
    "headers = {'Ocp-Apim-Subscription-Key':       \"affceb640b2c4f66b9297157fb9cbf1c\",      # 请求的头部信息\n",
    "           'Content-Type': 'application/octet-stream'}\n",
    "\n",
    "params = {'visualFeatures': 'Categories,Description,Color'}\n",
    "response = requests.post(\n",
    "    analyze_url, headers=headers, params=params, data=image_data)\n",
    "response.raise_for_status()\n",
    "\n",
    "\n",
    "analysis = response.json()\n",
    "print(analysis)\n",
    "image_caption = analysis[\"description\"][\"captions\"][0][\"text\"].capitalize()\n",
    "\n",
    "\n",
    "image = Image.open(BytesIO(image_data))\n",
    "plt.imshow(image)\n",
    "plt.axis(\"off\")\n",
    "_ = plt.title(image_caption, size=\"x-large\", y=-0.1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 生成缩略图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Thumbnail is 100-by-100\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import os\n",
    "import sys\n",
    "import requests\n",
    "import matplotlib.pyplot as plt  \n",
    "from PIL import Image\n",
    "from io import BytesIO\n",
    "\n",
    "thumbnail_url = \"https://computer-vision-xyr.cognitiveservices.azure.com/\" + \"vision/v2.1/generateThumbnail\"  \n",
    "\n",
    "image_url = \"https://ss1.bdstatic.com/70cFuXSh_Q1YnxGkpoWK1HF6hhy/it/u=1177207431,4008963516&fm=26&gp=0.jpg\"\n",
    "# 插入图片url\n",
    "\n",
    "headers = {'Ocp-Apim-Subscription-Key': \"affceb640b2c4f66b9297157fb9cbf1c\"}  # 请求头部\n",
    "params = {'width': '100', 'height': '100', 'smartCropping': 'true'}          # 填入想要图片尺寸\n",
    "data = {'url': image_url}\n",
    "response = requests.post(thumbnail_url, headers=headers,\n",
    "                         params=params, json=data)\n",
    "response.raise_for_status()\n",
    "\n",
    "thumbnail = Image.open(BytesIO(response.content))\n",
    "\n",
    "plt.imshow(thumbnail)\n",
    "plt.axis(\"off\")\n",
    "\n",
    "print(\"Thumbnail is {0}-by-{1}\".format(*thumbnail.size))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 提取印刷体文本和手写文本"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 印刷体文本"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{\n",
      "    \"status\": \"succeeded\",\n",
      "    \"createdDateTime\": \"2020-10-24T13:41:35Z\",\n",
      "    \"lastUpdatedDateTime\": \"2020-10-24T13:41:35Z\",\n",
      "    \"analyzeResult\": {\n",
      "        \"version\": \"3.0.0\",\n",
      "        \"readResults\": [\n",
      "            {\n",
      "                \"page\": 1,\n",
      "                \"angle\": -0.102,\n",
      "                \"width\": 324,\n",
      "                \"height\": 324,\n",
      "                \"unit\": \"pixel\",\n",
      "                \"lines\": [\n",
      "                    {\n",
      "                        \"boundingBox\": [\n",
      "                            77,\n",
      "                            118,\n",
      "                            143,\n",
      "                            120,\n",
      "                            142,\n",
      "                            139,\n",
      "                            76,\n",
      "                            135\n",
      "                        ],\n",
      "                        \"text\": \"* * ***\",\n",
      "                        \"words\": [\n",
      "                            {\n",
      "                                \"boundingBox\": [\n",
      "                                    83,\n",
      "                                    122,\n",
      "                                    94,\n",
      "                                    119,\n",
      "                                    94,\n",
      "                                    133,\n",
      "                                    84,\n",
      "                                    135\n",
      "                                ],\n",
      "                                \"text\": \"*\",\n",
      "                                \"confidence\": 0.559\n",
      "                            },\n",
      "                            {\n",
      "                                \"boundingBox\": [\n",
      "                                    97,\n",
      "                                    119,\n",
      "                                    108,\n",
      "                                    118,\n",
      "                                    108,\n",
      "                                    132,\n",
      "                                    97,\n",
      "                                    132\n",
      "                                ],\n",
      "                                \"text\": \"*\",\n",
      "                                \"confidence\": 0.983\n",
      "                            },\n",
      "                            {\n",
      "                                \"boundingBox\": [\n",
      "                                    112,\n",
      "                                    118,\n",
      "                                    142,\n",
      "                                    128,\n",
      "                                    140,\n",
      "                                    139,\n",
      "                                    111,\n",
      "                                    132\n",
      "                                ],\n",
      "                                \"text\": \"***\",\n",
      "                                \"confidence\": 0.69\n",
      "                            }\n",
      "                        ]\n",
      "                    },\n",
      "                    {\n",
      "                        \"boundingBox\": [\n",
      "                            30,\n",
      "                            133,\n",
      "                            310,\n",
      "                            133,\n",
      "                            311,\n",
      "                            175,\n",
      "                            30,\n",
      "                            176\n",
      "                        ],\n",
      "                        \"text\": \"In OMETA\",\n",
      "                        \"words\": [\n",
      "                            {\n",
      "                                \"boundingBox\": [\n",
      "                                    80,\n",
      "                                    135,\n",
      "                                    136,\n",
      "                                    136,\n",
      "                                    135,\n",
      "                                    177,\n",
      "                                    79,\n",
      "                                    176\n",
      "                                ],\n",
      "                                \"text\": \"In\",\n",
      "                                \"confidence\": 0.638\n",
      "                            },\n",
      "                            {\n",
      "                                \"boundingBox\": [\n",
      "                                    147,\n",
      "                                    136,\n",
      "                                    309,\n",
      "                                    134,\n",
      "                                    309,\n",
      "                                    170,\n",
      "                                    146,\n",
      "                                    177\n",
      "                                ],\n",
      "                                \"text\": \"OMETA\",\n",
      "                                \"confidence\": 0.983\n",
      "                            }\n",
      "                        ]\n",
      "                    },\n",
      "                    {\n",
      "                        \"boundingBox\": [\n",
      "                            170,\n",
      "                            300,\n",
      "                            297,\n",
      "                            300,\n",
      "                            297,\n",
      "                            315,\n",
      "                            170,\n",
      "                            316\n",
      "                        ],\n",
      "                        \"text\": \"Ich +E Redocn.com\",\n",
      "                        \"words\": [\n",
      "                            {\n",
      "                                \"boundingBox\": [\n",
      "                                    174,\n",
      "                                    300,\n",
      "                                    193,\n",
      "                                    301,\n",
      "                                    193,\n",
      "                                    316,\n",
      "                                    174,\n",
      "                                    316\n",
      "                                ],\n",
      "                                \"text\": \"Ich\",\n",
      "                                \"confidence\": 0.614\n",
      "                            },\n",
      "                            {\n",
      "                                \"boundingBox\": [\n",
      "                                    196,\n",
      "                                    301,\n",
      "                                    220,\n",
      "                                    301,\n",
      "                                    220,\n",
      "                                    315,\n",
      "                                    196,\n",
      "                                    316\n",
      "                                ],\n",
      "                                \"text\": \"+E\",\n",
      "                                \"confidence\": 0.638\n",
      "                            },\n",
      "                            {\n",
      "                                \"boundingBox\": [\n",
      "                                    223,\n",
      "                                    301,\n",
      "                                    297,\n",
      "                                    302,\n",
      "                                    297,\n",
      "                                    315,\n",
      "                                    223,\n",
      "                                    315\n",
      "                                ],\n",
      "                                \"text\": \"Redocn.com\",\n",
      "                                \"confidence\": 0.942\n",
      "                            }\n",
      "                        ]\n",
      "                    }\n",
      "                ]\n",
      "            }\n",
      "        ]\n",
      "    }\n",
      "}\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import json\n",
    "import os\n",
    "import sys\n",
    "import requests\n",
    "import time\n",
    "import matplotlib.pyplot as plt                                    #需要调用的模块\n",
    "from matplotlib.patches import Polygon\n",
    "from PIL import Image\n",
    "from io import BytesIO\n",
    "text_recognition_url = 'https://computer-vision-xyr.cognitiveservices.azure.com/' + \"/vision/v3.1/read/analyze\"     #HTTP\n",
    "subscription_key='affceb640b2c4f66b9297157fb9cbf1c'                                                   #密钥\n",
    "image_url = \"https://timgsa.baidu.com/timg?image&quality=80&size=b9999_10000&sec=1603556926174&di=4d3fac2bcc71f04cf2132210e0e5dc28&imgtype=0&src=http%3A%2F%2Fimg3.imgtn.bdimg.com%2Fit%2Fu%3D2634402223%2C854053124%26fm%3D214%26gp%3D0.jpg\"            #需要分析的图片\n",
    "headers = {'Ocp-Apim-Subscription-Key': subscription_key}\n",
    "data = {'url': image_url}\n",
    "response = requests.post(\n",
    "    text_recognition_url, headers=headers, json=data)\n",
    "response.raise_for_status()\n",
    "operation_url = response.headers[\"Operation-Location\"]\n",
    "analysis = {}\n",
    "poll = True\n",
    "while (poll):\n",
    "    response_final = requests.get(\n",
    "        response.headers[\"Operation-Location\"], headers=headers)\n",
    "    analysis = response_final.json()\n",
    "    print(json.dumps(analysis, indent=4))\n",
    "    time.sleep(1)\n",
    "    if (\"analyzeResult\" in analysis):\n",
    "        poll = False\n",
    "    if (\"status\" in analysis and analysis['status'] == 'failed'):\n",
    "        poll = False\n",
    "polygons = []\n",
    "if (\"analyzeResult\" in analysis):\n",
    "    # Extract the recognized text, with bounding boxes.\n",
    "    polygons = [(line[\"boundingBox\"], line[\"text\"])\n",
    "                for line in analysis[\"analyzeResult\"][\"readResults\"][0][\"lines\"]]\n",
    "image = Image.open(BytesIO(requests.get(image_url).content))\n",
    "ax = plt.imshow(image)\n",
    "for polygon in polygons:\n",
    "    vertices = [(polygon[0][i], polygon[0][i+1])\n",
    "                for i in range(0, len(polygon[0]), 2)]\n",
    "    text = polygon[1]\n",
    "    patch = Polygon(vertices, closed=True, fill=False, linewidth=2, color='y')\n",
    "    ax.axes.add_patch(patch)\n",
    "    plt.text(vertices[0][0], vertices[0][1], text, fontsize=20, va=\"top\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 手写体文本"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{\n",
      "    \"status\": \"running\",\n",
      "    \"createdDateTime\": \"2020-10-24T13:43:54Z\",\n",
      "    \"lastUpdatedDateTime\": \"2020-10-24T13:43:54Z\"\n",
      "}\n",
      "{\n",
      "    \"status\": \"succeeded\",\n",
      "    \"createdDateTime\": \"2020-10-24T13:43:54Z\",\n",
      "    \"lastUpdatedDateTime\": \"2020-10-24T13:43:54Z\",\n",
      "    \"analyzeResult\": {\n",
      "        \"version\": \"3.0.0\",\n",
      "        \"readResults\": [\n",
      "            {\n",
      "                \"page\": 1,\n",
      "                \"angle\": 3.0727,\n",
      "                \"width\": 533,\n",
      "                \"height\": 300,\n",
      "                \"unit\": \"pixel\",\n",
      "                \"lines\": [\n",
      "                    {\n",
      "                        \"boundingBox\": [\n",
      "                            25,\n",
      "                            55,\n",
      "                            473,\n",
      "                            81,\n",
      "                            471,\n",
      "                            120,\n",
      "                            25,\n",
      "                            98\n",
      "                        ],\n",
      "                        \"text\": \"you can do that !\",\n",
      "                        \"words\": [\n",
      "                            {\n",
      "                                \"boundingBox\": [\n",
      "                                    28,\n",
      "                                    56,\n",
      "                                    143,\n",
      "                                    68,\n",
      "                                    143,\n",
      "                                    106,\n",
      "                                    28,\n",
      "                                    98\n",
      "                                ],\n",
      "                                \"text\": \"you\",\n",
      "                                \"confidence\": 0.73\n",
      "                            },\n",
      "                            {\n",
      "                                \"boundingBox\": [\n",
      "                                    184,\n",
      "                                    71,\n",
      "                                    285,\n",
      "                                    78,\n",
      "                                    285,\n",
      "                                    114,\n",
      "                                    184,\n",
      "                                    108\n",
      "                                ],\n",
      "                                \"text\": \"can\",\n",
      "                                \"confidence\": 0.981\n",
      "                            },\n",
      "                            {\n",
      "                                \"boundingBox\": [\n",
      "                                    299,\n",
      "                                    79,\n",
      "                                    357,\n",
      "                                    81,\n",
      "                                    356,\n",
      "                                    116,\n",
      "                                    299,\n",
      "                                    114\n",
      "                                ],\n",
      "                                \"text\": \"do\",\n",
      "                                \"confidence\": 0.986\n",
      "                            },\n",
      "                            {\n",
      "                                \"boundingBox\": [\n",
      "                                    365,\n",
      "                                    81,\n",
      "                                    442,\n",
      "                                    83,\n",
      "                                    441,\n",
      "                                    119,\n",
      "                                    365,\n",
      "                                    117\n",
      "                                ],\n",
      "                                \"text\": \"that\",\n",
      "                                \"confidence\": 0.985\n",
      "                            },\n",
      "                            {\n",
      "                                \"boundingBox\": [\n",
      "                                    450,\n",
      "                                    83,\n",
      "                                    472,\n",
      "                                    84,\n",
      "                                    472,\n",
      "                                    120,\n",
      "                                    450,\n",
      "                                    119\n",
      "                                ],\n",
      "                                \"text\": \"!\",\n",
      "                                \"confidence\": 0.559\n",
      "                            }\n",
      "                        ]\n",
      "                    },\n",
      "                    {\n",
      "                        \"boundingBox\": [\n",
      "                            121,\n",
      "                            130,\n",
      "                            443,\n",
      "                            136,\n",
      "                            442,\n",
      "                            181,\n",
      "                            120,\n",
      "                            177\n",
      "                        ],\n",
      "                        \"text\": \"Try to do it!\",\n",
      "                        \"words\": [\n",
      "                            {\n",
      "                                \"boundingBox\": [\n",
      "                                    136,\n",
      "                                    132,\n",
      "                                    232,\n",
      "                                    137,\n",
      "                                    232,\n",
      "                                    181,\n",
      "                                    136,\n",
      "                                    177\n",
      "                                ],\n",
      "                                \"text\": \"Try\",\n",
      "                                \"confidence\": 0.981\n",
      "                            },\n",
      "                            {\n",
      "                                \"boundingBox\": [\n",
      "                                    247,\n",
      "                                    138,\n",
      "                                    307,\n",
      "                                    140,\n",
      "                                    308,\n",
      "                                    181,\n",
      "                                    247,\n",
      "                                    181\n",
      "                                ],\n",
      "                                \"text\": \"to\",\n",
      "                                \"confidence\": 0.986\n",
      "                            },\n",
      "                            {\n",
      "                                \"boundingBox\": [\n",
      "                                    319,\n",
      "                                    141,\n",
      "                                    361,\n",
      "                                    142,\n",
      "                                    362,\n",
      "                                    179,\n",
      "                                    320,\n",
      "                                    180\n",
      "                                ],\n",
      "                                \"text\": \"do\",\n",
      "                                \"confidence\": 0.986\n",
      "                            },\n",
      "                            {\n",
      "                                \"boundingBox\": [\n",
      "                                    370,\n",
      "                                    142,\n",
      "                                    442,\n",
      "                                    144,\n",
      "                                    443,\n",
      "                                    175,\n",
      "                                    371,\n",
      "                                    179\n",
      "                                ],\n",
      "                                \"text\": \"it!\",\n",
      "                                \"confidence\": 0.69\n",
      "                            }\n",
      "                        ]\n",
      "                    }\n",
      "                ]\n",
      "            }\n",
      "        ]\n",
      "    }\n",
      "}\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import json\n",
    "import os\n",
    "import sys\n",
    "import requests\n",
    "import time\n",
    "import matplotlib.pyplot as plt                                    #需要调用的模块\n",
    "from matplotlib.patches import Polygon\n",
    "from PIL import Image\n",
    "from io import BytesIO\n",
    "text_recognition_url = 'https://computer-vision-xyr.cognitiveservices.azure.com/' + \"/vision/v3.1/read/analyze\"     #HTTP\n",
    "subscription_key='affceb640b2c4f66b9297157fb9cbf1c'                                                   #密钥\n",
    "image_url = \"https://ss2.bdstatic.com/70cFvnSh_Q1YnxGkpoWK1HF6hhy/it/u=3351107193,2550292833&fm=26&gp=0.jpg\"            #需要分析的图片\n",
    "headers = {'Ocp-Apim-Subscription-Key': subscription_key}\n",
    "data = {'url': image_url}\n",
    "response = requests.post(\n",
    "    text_recognition_url, headers=headers, json=data)\n",
    "response.raise_for_status()\n",
    "operation_url = response.headers[\"Operation-Location\"]\n",
    "analysis = {}\n",
    "poll = True\n",
    "while (poll):\n",
    "    response_final = requests.get(\n",
    "        response.headers[\"Operation-Location\"], headers=headers)\n",
    "    analysis = response_final.json()\n",
    "    print(json.dumps(analysis, indent=4))\n",
    "    time.sleep(1)\n",
    "    if (\"analyzeResult\" in analysis):\n",
    "        poll = False\n",
    "    if (\"status\" in analysis and analysis['status'] == 'failed'):\n",
    "        poll = False\n",
    "polygons = []\n",
    "if (\"analyzeResult\" in analysis):\n",
    "    # Extract the recognized text, with bounding boxes.\n",
    "    polygons = [(line[\"boundingBox\"], line[\"text\"])\n",
    "                for line in analysis[\"analyzeResult\"][\"readResults\"][0][\"lines\"]]\n",
    "image = Image.open(BytesIO(requests.get(image_url).content))\n",
    "ax = plt.imshow(image)\n",
    "for polygon in polygons:\n",
    "    vertices = [(polygon[0][i], polygon[0][i+1])\n",
    "                for i in range(0, len(polygon[0]), 2)]\n",
    "    text = polygon[1]\n",
    "    patch = Polygon(vertices, closed=True, fill=False, linewidth=2, color='y')\n",
    "    ax.axes.add_patch(patch)\n",
    "    plt.text(vertices[0][0], vertices[0][1], text, fontsize=20, va=\"top\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.3"
  },
  "toc": {
   "base_numbering": 1,
   "nav_menu": {},
   "number_sections": true,
   "sideBar": true,
   "skip_h1_title": false,
   "title_cell": "Table of Contents",
   "title_sidebar": "Contents",
   "toc_cell": false,
   "toc_position": {},
   "toc_section_display": true,
   "toc_window_display": false
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
